4 papers · 1 filter
Can Loan Processors and Underwriters Spot AI-Edited Statements? An Empirical Study
Simiao Ren, Xingyu Shen, Tommy Duong +1
AI-assisted editing can produce loan documents that preserve familiar issuer layouts while changing the applicant's identity. We investigated whether experienced underwriters and l…
How Firm Are AI Models' Ethical Boundaries? A Pay-Stub Editing Test of 15 Models
Simiao Ren, Xingyu Shen, Tommy Duong +2
Can a small change in wording move an AI model from refusing a sensitive request to acting on it? We test 15 models on the same request to increase the income shown on a pay stub.…
Agents That Edit Documents: Measuring Agentic PDF Forgery Against a Non-Agentic Control
Simiao Ren, Ankit Raj, Tommy Duong +6
AI agents that carry a multi-step computer task through on their own became ordinary tools in the past year, and the same autonomy is available to anyone whose task is harmful. We…
GPT4o-Receipt: A Dataset and Human Study for AI-Generated Document Forensics
Yan Zhang, Simiao Ren, Ankit Raj +6
Can humans detect AI-generated financial documents better than machines? We present GPT4o-Receipt, a benchmark of 1,235 receipt images pairing GPT-4o-generated receipts with authen…